IP Library Granted Patent US 11,636,429
Granted Patent B2
US 11,636,429 · App. 16/438,961 · Granted Apr 25, 2023

Model predictive maintenance systems and methods with automatic parts resupply

Inventors: Michael J. Wenzel (Oak Creek, WI); Mohammad N. ElBsat (Milwaukee, WI); Yasutaka Yoshida (Shizuoka, JP); Mori Hayato (Shizuoka, JP); Robert D. Turney (Watertown, WI)
Assignee: Johnson Controls Tyco IP Holdings LLP
G06Q10/0875G06Q10/08355G06Q30/08
View Patent ↗
Loading inventors, assignments & file history…
Monitor This Case
Get email alerts when status or documents change.
Order Certified Copies
Most orders are placed with the USPTO same day — all within 24 business hours.
Order via The Patent Place →
Pre-filled with this patent's details
Quick Facts
Patent No.
US 11,636,429
App. No.
16/438,961
Filed
Jun 12, 2019
Granted
Apr 25, 2023
Kind
B2
Art Unit
2146
USPC
703/6
Abstract

An automatic parts resupply system for building equipment including a model predictive maintenance system configured to determine a service time at which to perform service on the building equipment by performing a predictive optimization of a total cost of operating and servicing the building equipment over a time period. The service time is a decision variable in the predictive optimization. The automatic parts resupply system includes a resupply manager. The resupply manager is configured to generate a parts resupply order for the building equipment based on a result of the predictive optimization. The resupply manager is configured to determine a transmission time at which to transmit the parts resupply order to a parts supplier. The resupply manager is configured to transmit the parts resupply order to the parts supplier at the transmission time.

Claims (44)

1. An automatic parts resupply system for building equipment, the automatic parts resupply system comprising:

a model predictive maintenance system configured to determine a service time at which to perform service on the building equipment by performing a predictive optimization of a total cost of operating and servicing the building equipment over a time period, the service time being a decision variable in the predictive optimization, wherein the predictive optimization determines a specific type of maintenance activity to be performed at the service time from a set of multiple different types of maintenance activities based on (1) first costs of operating the building equipment over the time period predicted to result from the multiple different types of the maintenance activities and (2) second costs of servicing the building equipment over the time period predicted to result from the multiple different types of the maintenance activities; and

a resupply manager configured to:

generate a parts resupply order for the building equipment based on a result of the predictive optimization;

determine a transmission time at which to transmit the parts resupply order to a parts supplier; and

transmit the parts resupply order to the parts supplier at the transmission time.

2. The automatic parts resupply system of claim 1 , wherein the parts resupply order comprises a request for one or more parts required by the building equipment at the service time and a quantity of each part required by the building equipment at the service time.

3. The automatic parts resupply system of claim 2 , wherein the resupply manager is configured to determine the transmission time based on a lead time and the service time.

4. The automatic parts resupply system of claim 3 , wherein the lead time comprises a production time that indicates an amount of time required for the parts supplier to produce or obtain the quantity of each of the one or more parts.

5. The automatic parts resupply system of claim 3 , wherein the lead time comprises a shipping time that indicates an amount of time required to transport the one or more parts from the parts supplier to a location of the building equipment.

6. The automatic parts resupply system of claim 1 , wherein the resupply manager is configured to generate a score for each of one or more parts suppliers based on one or more parts supplier attribute scores for each of the one or more parts suppliers.

7. The automatic parts resupply system of claim 6 , wherein the resupply manager is configured to select a particular parts supplier from the one or more parts suppliers with a highest supplier score to fulfill the parts resupply order and send the parts resupply order to the particular parts supplier.

8. A method for automatic parts resupply for building equipment, the method comprising:

performing a predictive optimization of a total cost of operating and maintaining the building equipment over a time period;

determining a maintenance time at which to perform maintenance on the building equipment based on the predictive optimization, the maintenance time being a decision variable in the predictive optimization, wherein the predictive optimization determines a specific type of maintenance activity to be performed at the service time from a set of multiple different types of maintenance activities based on (1) first costs of operating the building equipment over the time period predicted to result from the multiple different types of the maintenance activities and (2) second costs of servicing the building equipment over the time period predicted to result from the multiple different types of the maintenance activities;

generating a parts resupply order for the building equipment based on a result of the predictive optimization;

determining a transmission time at which to transmit the parts resupply order to a parts supplier; and

transmitting the parts resupply order to the parts supplier at the transmission time.

9. The method of claim 8 , wherein the parts resupply order comprises a request for one or more parts required by the building equipment at the maintenance time and a quantity of each of the one or more parts required by the building equipment at the maintenance time.

10. The method of claim 9 , further comprising determining the transmission time based on a lead time and the maintenance time.

11. The method of claim 10 , wherein the lead time comprises a production time that indicates an amount of time required for the parts supplier to produce or obtain the quantity of each of the one or more parts.

12. The method of claim 10 , wherein the lead time comprises a shipping time that indicates an amount of time required to transport the one or more parts from the parts supplier to a location of the building equipment.

13. The method of claim 8 , further comprising generating a score for each of one or more parts suppliers based on one or more parts supplier attribute scores associated with each of the one or more parts suppliers.

14. The method of claim 13 , further comprising:

selecting a particular parts supplier from the one or more parts suppliers with a highest parts supplier score to fulfill the parts resupply order; and

sending the parts resupply order to the particular parts supplier.

15. A method for automatic equipment replacement for building equipment, the method comprising:

performing a predictive optimization of a total cost of operating and replacing the building equipment over a time period;

determining a replacement time at which to replace the building equipment based on the predictive optimization, the replacement time being a decision variable in the predictive optimization, wherein the predictive optimization determines a specific type of replacement activity to be performed at the service time from a set of multiple different types of maintenance replacement activities based on (1) first costs of operating the building equipment over the time period predicted to result from the multiple different types of the replacement activities and (2) second costs of replacing the building equipment over the time period predicted to result from the multiple different types of the replacement activities;

generating an equipment replacement order for the building equipment based on a result of the predictive optimization;

determining a transmission time at which to transmit the equipment replacement order to an equipment supplier; and

transmitting the equipment replacement order to the equipment supplier at the transmission time.

16. The method of claim 15 , wherein the equipment replacement order comprises a request for one or more equipment units required by a building at the replacement time and a quantity of each of the one or more equipment units required by the building at the replacement time.

17. The method of claim 16 , further comprising determining the transmission time based on a lead time and the replacement time.

18. The method of claim 17 , wherein the lead time comprises:

a production time that indicates an amount of time required for the equipment supplier to produce or obtain the quantity of each of the one or more equipment units; and

a shipping time that indicates a second amount of time required to transport the one or more equipment units from the equipment supplier to a location of the building equipment.

19. The method of claim 15 , further comprising:

posting the equipment replacement order on a bidding system; and

in response to one or more equipment suppliers placing a bid on the equipment replacement order, selecting the equipment supplier based on the one or more bids placed on the equipment replacement order.

20. The method of claim 15 , further comprising:

generating a score for each of one or more equipment suppliers based on one or more equipment supplier attribute scores associated with each of the one or more equipment suppliers;

selecting a particular equipment supplier from the one or more equipment suppliers with a highest equipment supplier score to fulfill the equipment replacement order; and

sending the equipment replacement order to the particular equipment supplier.

Assignments (4)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Apr 9, 2024
From: JOHNSON CONTROLS TYCO IP HOLDINGS LLP
To: TYCO FIRE & SECURITY GMBH
Reel/Frame 067056/0552 →
NUNC PRO TUNC ASSIGNMENT Recorded Feb 4, 2022
From: JOHNSON CONTROLS TECHNOLOGY COMPANY
To: JOHNSON CONTROLS TYCO IP HOLDINGS LLP
Reel/Frame 058959/0764 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jul 24, 2019
From: WENZEL, MICHAEL J.; ELBSAT, MOHAMMAD N.; YOSHIDA, YASUTAKA; HAYATO, MORI
To: JOHNSON CONTROLS TECHNOLOGY COMPANY
Reel/Frame 049852/0972 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jul 24, 2019
From: TURNEY, ROBERT D.
To: JOHNSON CONTROLS TECHNOLOGY COMPANY
Reel/Frame 049853/0129 →
Continuity (3)
Continuation In Part 15895836 · Feb 13, 2018
Provisional Application 62511113 · May 25, 2017
Related Publication 20190295034A1 · Sep 26, 2019